{"id":"W4409493807","doi":"10.1021/acs.langmuir.5c00144","title":"Investigating the Competitive Adsorption of Polymer-Bisphosphonate Ligands on Lanthanide Nanoparticles","year":2025,"lang":"en","type":"article","venue":"Langmuir","topic":"Lanthanide and Transition Metal Complexes","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Lanthanide; Adsorption; Nanoparticle; Chemistry; Polymer; Chemical engineering; Nanotechnology; Inorganic chemistry; Organic chemistry; Materials science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002179738,0.00008663403,0.0001409735,0.00003815049,0.0001190982,0.00003175947,0.0001625592,0.00002822477,0.0001404187],"category_scores_gemma":[0.00003069419,0.00005495435,0.00004623834,0.0001975252,0.0001375251,0.00006350346,0.00003623994,0.00006270882,0.00008115455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009067683,"about_ca_system_score_gemma":0.00002053435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002319845,"about_ca_topic_score_gemma":0.00008404355,"domain_scores_codex":[0.9993085,0.00006311275,0.0001841398,0.0001439519,0.0001565891,0.0001436897],"domain_scores_gemma":[0.9995674,0.0001488327,0.00007198166,0.0001480281,0.00004137124,0.00002238497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001823793,0.00002414597,0.000547274,0.00002257368,0.000007749066,8.466602e-7,0.0003845652,0.000006684585,0.8605094,0.1382186,0.0001456456,0.0001142297],"study_design_scores_gemma":[0.0002079808,0.00004226579,0.009595677,0.0000926542,0.00001846265,0.000001491125,0.0002589361,0.00005045837,0.9863289,0.002978896,0.0003627845,0.00006149164],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921442,0.0001793817,0.00005972925,0.001414773,0.0001631819,0.00008773086,0.00004156621,0.00005701471,0.00585244],"genre_scores_gemma":[0.9985848,0.000006564009,0.0001006297,0.0009483778,0.00002071424,0.0000108251,0.000008951746,0.000005628629,0.0003134811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1352397,"threshold_uncertainty_score":0.2240974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01663282792580351,"score_gpt":0.2517489070882329,"score_spread":0.2351160791624294,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}